Analysis of Modification in Synaptic Plasticity STDP (Spike Timing Dependent Plasticity) Model by Changing Intracellular Calcium Concentration

S. A. Diva, A. Yuniati
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Abstract

Synapses are a junction between neurons that has a plastic property. Synaptic plasticity can be in the form of long-term potentiation (LTP) and long-term depression (LTD). The changes in intracellular calcium concentration can trigger LTP and LTD. Spike Timing Dependent Plasticity (STDP) is a modification of synapses that depend on the spike timing of pre-synapses and post-synapses neuron. In this study, we analyze the effects of intracellular calcium on the STDP phenomena based on Badoual’s model using mechanisms involving parameters such as calcium pumping, AMPA receptors, NMDA receptors, LTP enzymes, and LTD enzymes. In this model, a high calcium concentration will activate the LTP enzyme, while a low calcium concentration will activate the LTD enzyme, each of which will trigger the occurrence of LTP and LTD. The existence of LTP and LTD is the basis for the formation of the STDP. In this model, the parameters can be adjusted to obtain the STDP corresponding to experimental results where LTP is observed in the range between 0 < ∆t < 50ms, while LTD is observed at wider intervals between −150ms < ∆t <0. These parameters are related to the decay time of the NMDA receptor.
细胞内钙浓度变化对突触可塑性STDP模型的影响分析
突触是神经元之间的连接点,具有可塑性。突触可塑性表现为长时程增强(LTP)和长时程抑制(LTD)。细胞内钙浓度的变化可触发LTP和LTD。Spike Timing Dependent Plasticity (STDP)是突触的一种修饰,它依赖于突触前和突触后神经元的Spike Timing。在本研究中,我们基于Badoual模型,利用钙泵送、AMPA受体、NMDA受体、LTP酶和LTD酶等参数,分析了细胞内钙对STDP现象的影响。在本模型中,高钙浓度会激活LTP酶,低钙浓度会激活LTD酶,两者都会触发LTP和LTD的发生。LTP和LTD的存在是STDP形成的基础。在该模型中,可以通过调整参数得到与实验结果相对应的STDP,其中LTP在0 <∆t < 50ms的范围内观测,LTD在−150ms <∆t <0的更宽范围内观测。这些参数与NMDA受体的衰变时间有关。
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